{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# NetworkX"
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "NetworkX to study graphs and networks"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "# fix_yahoo_finance is used to fetch data \n",
        "import fix_yahoo_finance as yf\n",
        "yf.pdr_override()"
      ],
      "outputs": [],
      "execution_count": 1,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "# input\n",
        "symbol = 'AMD'\n",
        "start = '2014-01-01'\n",
        "end = '2019-01-01'\n",
        "\n",
        "# Read data \n",
        "dataset = yf.download(symbol,start,end)\n",
        "\n",
        "# View Columns\n",
        "dataset.head()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[*********************100%***********************]  1 of 1 downloaded\n"
          ]
        },
        {
          "output_type": "execute_result",
          "execution_count": 2,
          "data": {
            "text/plain": [
              "            Open  High   Low  Close  Adj Close    Volume\n",
              "Date                                                    \n",
              "2014-01-02  3.85  3.98  3.84   3.95       3.95  20548400\n",
              "2014-01-03  3.98  4.00  3.88   4.00       4.00  22887200\n",
              "2014-01-06  4.01  4.18  3.99   4.13       4.13  42398300\n",
              "2014-01-07  4.19  4.25  4.11   4.18       4.18  42932100\n",
              "2014-01-08  4.23  4.26  4.14   4.18       4.18  30678700"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2014-01-02</th>\n",
              "      <td>3.85</td>\n",
              "      <td>3.98</td>\n",
              "      <td>3.84</td>\n",
              "      <td>3.95</td>\n",
              "      <td>3.95</td>\n",
              "      <td>20548400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-03</th>\n",
              "      <td>3.98</td>\n",
              "      <td>4.00</td>\n",
              "      <td>3.88</td>\n",
              "      <td>4.00</td>\n",
              "      <td>4.00</td>\n",
              "      <td>22887200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-06</th>\n",
              "      <td>4.01</td>\n",
              "      <td>4.18</td>\n",
              "      <td>3.99</td>\n",
              "      <td>4.13</td>\n",
              "      <td>4.13</td>\n",
              "      <td>42398300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-07</th>\n",
              "      <td>4.19</td>\n",
              "      <td>4.25</td>\n",
              "      <td>4.11</td>\n",
              "      <td>4.18</td>\n",
              "      <td>4.18</td>\n",
              "      <td>42932100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-08</th>\n",
              "      <td>4.23</td>\n",
              "      <td>4.26</td>\n",
              "      <td>4.14</td>\n",
              "      <td>4.18</td>\n",
              "      <td>4.18</td>\n",
              "      <td>30678700</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 2,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset['Increase_Decrease'] = np.where(dataset['Volume'].shift(-1) > dataset['Volume'],1,0)\n",
        "dataset['Buy_Sell_on_Open'] = np.where(dataset['Open'].shift(-1) > dataset['Open'],1,0)\n",
        "dataset['Buy_Sell'] = np.where(dataset['Adj Close'].shift(-1) > dataset['Adj Close'],1,0)\n",
        "dataset['Open_Close'] = (dataset['Open'] - dataset['Adj Close'])/dataset['Open']\n",
        "dataset['High_Low'] = (dataset['High'] - dataset['Low'])/dataset['Low']\n",
        "dataset['Returns'] = dataset['Adj Close'].pct_change()\n",
        "dataset = dataset.dropna()"
      ],
      "outputs": [],
      "execution_count": 3,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset['Returns_O'] = dataset['Open'].pct_change()\n",
        "dataset['Returns_H'] = dataset['High'].pct_change()\n",
        "dataset['Returns_L'] = dataset['Low'].pct_change()\n",
        "dataset['Returns_V'] = dataset['Volume'].pct_change()\n",
        "dataset = dataset.dropna()"
      ],
      "outputs": [],
      "execution_count": 4,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Example of Networkx"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "import networkx as nx"
      ],
      "outputs": [],
      "execution_count": 5,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data = dataset[['Open', 'High', 'Low', 'Adj Close']]\n",
        "G = nx.cycle_graph(data)\n",
        "A = nx.adjacency_matrix(G)\n",
        "print(A.todense())"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[0 0 1 1]\n",
            " [0 0 1 1]\n",
            " [1 1 0 0]\n",
            " [1 1 0 0]]\n"
          ]
        }
      ],
      "execution_count": 6,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "nx.draw_networkx(G)\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": [
              "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\n"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 7,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "G.add_edge(1,5)\n",
        "nx.draw_networkx(G)\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": [
              "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\n"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 8,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "G = nx.path_graph(data)\n",
        "nx.draw(G)\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": [
              "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\n"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 9,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Applied to Finance Data"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "# https://medium.com/@ValeriaCortezVD/visualising-stocks-correlations-with-networkx-88f2ee25362e\n",
        "cor_matrix = dataset.corr()"
      ],
      "outputs": [],
      "execution_count": 10,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cor_matrix"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 11,
          "data": {
            "text/plain": [
              "                       Open      High       Low     Close  Adj Close  \\\n",
              "Open               1.000000  0.999372  0.999150  0.998353   0.998353   \n",
              "High               0.999372  1.000000  0.999179  0.999278   0.999278   \n",
              "Low                0.999150  0.999179  1.000000  0.999394   0.999394   \n",
              "Close              0.998353  0.999278  0.999394  1.000000   1.000000   \n",
              "Adj Close          0.998353  0.999278  0.999394  1.000000   1.000000   \n",
              "Volume             0.755499  0.763688  0.747404  0.754912   0.754912   \n",
              "Increase_Decrease  0.009267  0.006666  0.015438  0.013384   0.013384   \n",
              "Buy_Sell_on_Open   0.012163  0.026715  0.028220  0.039791   0.039791   \n",
              "Buy_Sell           0.020800  0.019337  0.019321  0.017569   0.017569   \n",
              "Open_Close         0.032471  0.010051  0.009336 -0.010746  -0.010746   \n",
              "High_Low           0.147452  0.160710  0.130671  0.145408   0.145408   \n",
              "Returns           -0.001379  0.015276  0.016478  0.032774   0.032774   \n",
              "Returns_O          0.041627  0.038163  0.036213  0.034069   0.034069   \n",
              "Returns_H          0.017577  0.030543  0.024863  0.034230   0.034230   \n",
              "Returns_L          0.018993  0.026603  0.033115  0.036423   0.036423   \n",
              "Returns_V         -0.043215 -0.034956 -0.045544 -0.037900  -0.037900   \n",
              "\n",
              "                     Volume  Increase_Decrease  Buy_Sell_on_Open  Buy_Sell  \\\n",
              "Open               0.755499           0.009267          0.012163  0.020800   \n",
              "High               0.763688           0.006666          0.026715  0.019337   \n",
              "Low                0.747404           0.015438          0.028220  0.019321   \n",
              "Close              0.754912           0.013384          0.039791  0.017569   \n",
              "Adj Close          0.754912           0.013384          0.039791  0.017569   \n",
              "Volume             1.000000          -0.182361          0.039062  0.010197   \n",
              "Increase_Decrease -0.182361           1.000000          0.001016  0.060326   \n",
              "Buy_Sell_on_Open   0.039062           0.001016          1.000000  0.063752   \n",
              "Buy_Sell           0.010197           0.060326          0.063752  1.000000   \n",
              "Open_Close        -0.017767          -0.022689         -0.653439  0.068317   \n",
              "High_Low           0.482272          -0.275840          0.012059  0.002434   \n",
              "Returns            0.040908           0.034850          0.510058 -0.013406   \n",
              "Returns_O          0.072116          -0.048303         -0.086445  0.077394   \n",
              "Returns_H          0.130655          -0.050814          0.275720  0.028526   \n",
              "Returns_L         -0.004347           0.029603          0.273028  0.027499   \n",
              "Returns_V          0.250811          -0.185315          0.097035 -0.011989   \n",
              "\n",
              "                   Open_Close  High_Low   Returns  Returns_O  Returns_H  \\\n",
              "Open                 0.032471  0.147452 -0.001379   0.041627   0.017577   \n",
              "High                 0.010051  0.160710  0.015276   0.038163   0.030543   \n",
              "Low                  0.009336  0.130671  0.016478   0.036213   0.024863   \n",
              "Close               -0.010746  0.145408  0.032774   0.034069   0.034230   \n",
              "Adj Close           -0.010746  0.145408  0.032774   0.034069   0.034230   \n",
              "Volume              -0.017767  0.482272  0.040908   0.072116   0.130655   \n",
              "Increase_Decrease   -0.022689 -0.275840  0.034850  -0.048303  -0.050814   \n",
              "Buy_Sell_on_Open    -0.653439  0.012059  0.510058  -0.086445   0.275720   \n",
              "Buy_Sell             0.068317  0.002434 -0.013406   0.077394   0.028526   \n",
              "Open_Close           1.000000 -0.118646 -0.832284   0.075055  -0.515893   \n",
              "High_Low            -0.118646  1.000000  0.104679   0.065669   0.270457   \n",
              "Returns             -0.832284  0.104679  1.000000   0.265347   0.764111   \n",
              "Returns_O            0.075055  0.065669  0.265347   1.000000   0.646947   \n",
              "Returns_H           -0.515893  0.270457  0.764111   0.646947   1.000000   \n",
              "Returns_L           -0.419625 -0.118979  0.684766   0.700725   0.724702   \n",
              "Returns_V           -0.233756  0.428136  0.257462   0.050353   0.416672   \n",
              "\n",
              "                   Returns_L  Returns_V  \n",
              "Open                0.018993  -0.043215  \n",
              "High                0.026603  -0.034956  \n",
              "Low                 0.033115  -0.045544  \n",
              "Close               0.036423  -0.037900  \n",
              "Adj Close           0.036423  -0.037900  \n",
              "Volume             -0.004347   0.250811  \n",
              "Increase_Decrease   0.029603  -0.185315  \n",
              "Buy_Sell_on_Open    0.273028   0.097035  \n",
              "Buy_Sell            0.027499  -0.011989  \n",
              "Open_Close         -0.419625  -0.233756  \n",
              "High_Low           -0.118979   0.428136  \n",
              "Returns             0.684766   0.257462  \n",
              "Returns_O           0.700725   0.050353  \n",
              "Returns_H           0.724702   0.416672  \n",
              "Returns_L           1.000000  -0.063257  \n",
              "Returns_V          -0.063257   1.000000  "
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Increase_Decrease</th>\n",
              "      <th>Buy_Sell_on_Open</th>\n",
              "      <th>Buy_Sell</th>\n",
              "      <th>Open_Close</th>\n",
              "      <th>High_Low</th>\n",
              "      <th>Returns</th>\n",
              "      <th>Returns_O</th>\n",
              "      <th>Returns_H</th>\n",
              "      <th>Returns_L</th>\n",
              "      <th>Returns_V</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Open</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.999372</td>\n",
              "      <td>0.999150</td>\n",
              "      <td>0.998353</td>\n",
              "      <td>0.998353</td>\n",
              "      <td>0.755499</td>\n",
              "      <td>0.009267</td>\n",
              "      <td>0.012163</td>\n",
              "      <td>0.020800</td>\n",
              "      <td>0.032471</td>\n",
              "      <td>0.147452</td>\n",
              "      <td>-0.001379</td>\n",
              "      <td>0.041627</td>\n",
              "      <td>0.017577</td>\n",
              "      <td>0.018993</td>\n",
              "      <td>-0.043215</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>High</th>\n",
              "      <td>0.999372</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.999179</td>\n",
              "      <td>0.999278</td>\n",
              "      <td>0.999278</td>\n",
              "      <td>0.763688</td>\n",
              "      <td>0.006666</td>\n",
              "      <td>0.026715</td>\n",
              "      <td>0.019337</td>\n",
              "      <td>0.010051</td>\n",
              "      <td>0.160710</td>\n",
              "      <td>0.015276</td>\n",
              "      <td>0.038163</td>\n",
              "      <td>0.030543</td>\n",
              "      <td>0.026603</td>\n",
              "      <td>-0.034956</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Low</th>\n",
              "      <td>0.999150</td>\n",
              "      <td>0.999179</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.999394</td>\n",
              "      <td>0.999394</td>\n",
              "      <td>0.747404</td>\n",
              "      <td>0.015438</td>\n",
              "      <td>0.028220</td>\n",
              "      <td>0.019321</td>\n",
              "      <td>0.009336</td>\n",
              "      <td>0.130671</td>\n",
              "      <td>0.016478</td>\n",
              "      <td>0.036213</td>\n",
              "      <td>0.024863</td>\n",
              "      <td>0.033115</td>\n",
              "      <td>-0.045544</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Close</th>\n",
              "      <td>0.998353</td>\n",
              "      <td>0.999278</td>\n",
              "      <td>0.999394</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.754912</td>\n",
              "      <td>0.013384</td>\n",
              "      <td>0.039791</td>\n",
              "      <td>0.017569</td>\n",
              "      <td>-0.010746</td>\n",
              "      <td>0.145408</td>\n",
              "      <td>0.032774</td>\n",
              "      <td>0.034069</td>\n",
              "      <td>0.034230</td>\n",
              "      <td>0.036423</td>\n",
              "      <td>-0.037900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Adj Close</th>\n",
              "      <td>0.998353</td>\n",
              "      <td>0.999278</td>\n",
              "      <td>0.999394</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.754912</td>\n",
              "      <td>0.013384</td>\n",
              "      <td>0.039791</td>\n",
              "      <td>0.017569</td>\n",
              "      <td>-0.010746</td>\n",
              "      <td>0.145408</td>\n",
              "      <td>0.032774</td>\n",
              "      <td>0.034069</td>\n",
              "      <td>0.034230</td>\n",
              "      <td>0.036423</td>\n",
              "      <td>-0.037900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Volume</th>\n",
              "      <td>0.755499</td>\n",
              "      <td>0.763688</td>\n",
              "      <td>0.747404</td>\n",
              "      <td>0.754912</td>\n",
              "      <td>0.754912</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.182361</td>\n",
              "      <td>0.039062</td>\n",
              "      <td>0.010197</td>\n",
              "      <td>-0.017767</td>\n",
              "      <td>0.482272</td>\n",
              "      <td>0.040908</td>\n",
              "      <td>0.072116</td>\n",
              "      <td>0.130655</td>\n",
              "      <td>-0.004347</td>\n",
              "      <td>0.250811</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Increase_Decrease</th>\n",
              "      <td>0.009267</td>\n",
              "      <td>0.006666</td>\n",
              "      <td>0.015438</td>\n",
              "      <td>0.013384</td>\n",
              "      <td>0.013384</td>\n",
              "      <td>-0.182361</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.001016</td>\n",
              "      <td>0.060326</td>\n",
              "      <td>-0.022689</td>\n",
              "      <td>-0.275840</td>\n",
              "      <td>0.034850</td>\n",
              "      <td>-0.048303</td>\n",
              "      <td>-0.050814</td>\n",
              "      <td>0.029603</td>\n",
              "      <td>-0.185315</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Buy_Sell_on_Open</th>\n",
              "      <td>0.012163</td>\n",
              "      <td>0.026715</td>\n",
              "      <td>0.028220</td>\n",
              "      <td>0.039791</td>\n",
              "      <td>0.039791</td>\n",
              "      <td>0.039062</td>\n",
              "      <td>0.001016</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.063752</td>\n",
              "      <td>-0.653439</td>\n",
              "      <td>0.012059</td>\n",
              "      <td>0.510058</td>\n",
              "      <td>-0.086445</td>\n",
              "      <td>0.275720</td>\n",
              "      <td>0.273028</td>\n",
              "      <td>0.097035</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Buy_Sell</th>\n",
              "      <td>0.020800</td>\n",
              "      <td>0.019337</td>\n",
              "      <td>0.019321</td>\n",
              "      <td>0.017569</td>\n",
              "      <td>0.017569</td>\n",
              "      <td>0.010197</td>\n",
              "      <td>0.060326</td>\n",
              "      <td>0.063752</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.068317</td>\n",
              "      <td>0.002434</td>\n",
              "      <td>-0.013406</td>\n",
              "      <td>0.077394</td>\n",
              "      <td>0.028526</td>\n",
              "      <td>0.027499</td>\n",
              "      <td>-0.011989</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Open_Close</th>\n",
              "      <td>0.032471</td>\n",
              "      <td>0.010051</td>\n",
              "      <td>0.009336</td>\n",
              "      <td>-0.010746</td>\n",
              "      <td>-0.010746</td>\n",
              "      <td>-0.017767</td>\n",
              "      <td>-0.022689</td>\n",
              "      <td>-0.653439</td>\n",
              "      <td>0.068317</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.118646</td>\n",
              "      <td>-0.832284</td>\n",
              "      <td>0.075055</td>\n",
              "      <td>-0.515893</td>\n",
              "      <td>-0.419625</td>\n",
              "      <td>-0.233756</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>High_Low</th>\n",
              "      <td>0.147452</td>\n",
              "      <td>0.160710</td>\n",
              "      <td>0.130671</td>\n",
              "      <td>0.145408</td>\n",
              "      <td>0.145408</td>\n",
              "      <td>0.482272</td>\n",
              "      <td>-0.275840</td>\n",
              "      <td>0.012059</td>\n",
              "      <td>0.002434</td>\n",
              "      <td>-0.118646</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.104679</td>\n",
              "      <td>0.065669</td>\n",
              "      <td>0.270457</td>\n",
              "      <td>-0.118979</td>\n",
              "      <td>0.428136</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Returns</th>\n",
              "      <td>-0.001379</td>\n",
              "      <td>0.015276</td>\n",
              "      <td>0.016478</td>\n",
              "      <td>0.032774</td>\n",
              "      <td>0.032774</td>\n",
              "      <td>0.040908</td>\n",
              "      <td>0.034850</td>\n",
              "      <td>0.510058</td>\n",
              "      <td>-0.013406</td>\n",
              "      <td>-0.832284</td>\n",
              "      <td>0.104679</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.265347</td>\n",
              "      <td>0.764111</td>\n",
              "      <td>0.684766</td>\n",
              "      <td>0.257462</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Returns_O</th>\n",
              "      <td>0.041627</td>\n",
              "      <td>0.038163</td>\n",
              "      <td>0.036213</td>\n",
              "      <td>0.034069</td>\n",
              "      <td>0.034069</td>\n",
              "      <td>0.072116</td>\n",
              "      <td>-0.048303</td>\n",
              "      <td>-0.086445</td>\n",
              "      <td>0.077394</td>\n",
              "      <td>0.075055</td>\n",
              "      <td>0.065669</td>\n",
              "      <td>0.265347</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.646947</td>\n",
              "      <td>0.700725</td>\n",
              "      <td>0.050353</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Returns_H</th>\n",
              "      <td>0.017577</td>\n",
              "      <td>0.030543</td>\n",
              "      <td>0.024863</td>\n",
              "      <td>0.034230</td>\n",
              "      <td>0.034230</td>\n",
              "      <td>0.130655</td>\n",
              "      <td>-0.050814</td>\n",
              "      <td>0.275720</td>\n",
              "      <td>0.028526</td>\n",
              "      <td>-0.515893</td>\n",
              "      <td>0.270457</td>\n",
              "      <td>0.764111</td>\n",
              "      <td>0.646947</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.724702</td>\n",
              "      <td>0.416672</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Returns_L</th>\n",
              "      <td>0.018993</td>\n",
              "      <td>0.026603</td>\n",
              "      <td>0.033115</td>\n",
              "      <td>0.036423</td>\n",
              "      <td>0.036423</td>\n",
              "      <td>-0.004347</td>\n",
              "      <td>0.029603</td>\n",
              "      <td>0.273028</td>\n",
              "      <td>0.027499</td>\n",
              "      <td>-0.419625</td>\n",
              "      <td>-0.118979</td>\n",
              "      <td>0.684766</td>\n",
              "      <td>0.700725</td>\n",
              "      <td>0.724702</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.063257</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Returns_V</th>\n",
              "      <td>-0.043215</td>\n",
              "      <td>-0.034956</td>\n",
              "      <td>-0.045544</td>\n",
              "      <td>-0.037900</td>\n",
              "      <td>-0.037900</td>\n",
              "      <td>0.250811</td>\n",
              "      <td>-0.185315</td>\n",
              "      <td>0.097035</td>\n",
              "      <td>-0.011989</td>\n",
              "      <td>-0.233756</td>\n",
              "      <td>0.428136</td>\n",
              "      <td>0.257462</td>\n",
              "      <td>0.050353</td>\n",
              "      <td>0.416672</td>\n",
              "      <td>-0.063257</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 11,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "stocks = cor_matrix.index.values\n",
        "cor_matrix = np.asmatrix(cor_matrix)"
      ],
      "outputs": [],
      "execution_count": 12,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Crates graph using the data of the correlation matrix\n",
        "G = nx.from_numpy_matrix(cor_matrix)\n",
        "\n",
        "# relabels the nodes to match the  stocks names\n",
        "G = nx.relabel_nodes(G,lambda x: stocks[x])\n",
        "\n",
        "# edges with their corresponding weights\n",
        "G.edges(data=True)"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 13,
          "data": {
            "text/plain": [
              "EdgeDataView([('Buy_Sell', 'Buy_Sell', {'weight': 1.0}), ('Buy_Sell', 'Adj Close', {'weight': 0.01756874610859583}), ('Buy_Sell', 'Buy_Sell_on_Open', {'weight': 0.06375220304632195}), ('Buy_Sell', 'High_Low', {'weight': 0.0024343688266845022}), ('Buy_Sell', 'Returns_L', {'weight': 0.02749860162656525}), ('Buy_Sell', 'Low', {'weight': 0.01932058850205413}), ('Buy_Sell', 'Increase_Decrease', {'weight': 0.0603256522506727}), ('Buy_Sell', 'Close', {'weight': 0.01756874610859583}), ('Buy_Sell', 'Returns_O', {'weight': 0.0773936051619739}), ('Buy_Sell', 'Open_Close', {'weight': 0.06831686390370963}), ('Buy_Sell', 'Volume', {'weight': 0.010197294613104556}), ('Buy_Sell', 'Returns', {'weight': -0.013406165268943818}), ('Buy_Sell', 'Open', {'weight': 0.02080018676507313}), ('Buy_Sell', 'Returns_V', {'weight': -0.011988962913729926}), ('Buy_Sell', 'Returns_H', {'weight': 0.02852601949281561}), ('Buy_Sell', 'High', {'weight': 0.019337132615995047}), ('Adj Close', 'Adj Close', {'weight': 1.0}), ('Adj Close', 'Buy_Sell_on_Open', {'weight': 0.039791110366222224}), ('Adj Close', 'High_Low', {'weight': 0.1454075964358441}), ('Adj Close', 'Returns_L', {'weight': 0.036423257193401566}), ('Adj Close', 'Low', {'weight': 0.9993935314246193}), ('Adj Close', 'Increase_Decrease', {'weight': 0.013384156425647357}), ('Adj Close', 'Close', {'weight': 1.0}), ('Adj Close', 'Returns_O', {'weight': 0.03406882668208677}), ('Adj Close', 'Open_Close', {'weight': -0.010745663072685936}), ('Adj Close', 'Volume', {'weight': 0.7549116246321891}), ('Adj Close', 'Returns', {'weight': 0.03277400245378528}), ('Adj Close', 'Open', {'weight': 0.9983527281215304}), ('Adj Close', 'Returns_V', {'weight': -0.03789960665944957}), ('Adj Close', 'Returns_H', {'weight': 0.03423014969239475}), ('Adj Close', 'High', {'weight': 0.9992782736661114}), ('Buy_Sell_on_Open', 'Buy_Sell_on_Open', {'weight': 1.0}), ('Buy_Sell_on_Open', 'High_Low', {'weight': 0.012059105160686237}), ('Buy_Sell_on_Open', 'Returns_L', {'weight': 0.2730276970589399}), ('Buy_Sell_on_Open', 'Low', {'weight': 0.028220230774986702}), ('Buy_Sell_on_Open', 'Increase_Decrease', {'weight': 0.0010159606636222231}), ('Buy_Sell_on_Open', 'Close', {'weight': 0.039791110366222224}), ('Buy_Sell_on_Open', 'Returns_O', {'weight': -0.08644450981085323}), ('Buy_Sell_on_Open', 'Open_Close', {'weight': -0.6534394950535062}), ('Buy_Sell_on_Open', 'Volume', {'weight': 0.039062463610882114}), ('Buy_Sell_on_Open', 'Returns', {'weight': 0.5100580268836292}), ('Buy_Sell_on_Open', 'Open', {'weight': 0.01216341599742607}), ('Buy_Sell_on_Open', 'Returns_V', {'weight': 0.09703503932817863}), ('Buy_Sell_on_Open', 'Returns_H', {'weight': 0.27572031708744377}), ('Buy_Sell_on_Open', 'High', {'weight': 0.02671474052151215}), ('High_Low', 'High_Low', {'weight': 1.0}), ('High_Low', 'Returns_L', {'weight': -0.11897850725088685}), ('High_Low', 'Low', {'weight': 0.13067118488036197}), ('High_Low', 'Increase_Decrease', {'weight': -0.2758397391162595}), ('High_Low', 'Close', {'weight': 0.1454075964358441}), ('High_Low', 'Returns_O', {'weight': 0.06566913589728113}), ('High_Low', 'Open_Close', {'weight': -0.11864584608763665}), ('High_Low', 'Volume', {'weight': 0.48227224711533895}), ('High_Low', 'Returns', {'weight': 0.10467926903062974}), ('High_Low', 'Open', {'weight': 0.14745226283440668}), ('High_Low', 'Returns_V', {'weight': 0.42813554719043895}), ('High_Low', 'Returns_H', {'weight': 0.27045711017539237}), ('High_Low', 'High', {'weight': 0.16070982588652502}), ('Returns_L', 'Returns_L', {'weight': 1.0}), ('Returns_L', 'Low', {'weight': 0.03311490760567448}), ('Returns_L', 'Increase_Decrease', {'weight': 0.029603263238840646}), ('Returns_L', 'Close', {'weight': 0.036423257193401566}), ('Returns_L', 'Returns_O', {'weight': 0.7007247839272046}), ('Returns_L', 'Open_Close', {'weight': -0.41962548478357237}), ('Returns_L', 'Volume', {'weight': -0.004346527595214254}), ('Returns_L', 'Returns', {'weight': 0.6847656402504909}), ('Returns_L', 'Open', {'weight': 0.01899281860173796}), ('Returns_L', 'Returns_V', {'weight': -0.06325670018224863}), ('Returns_L', 'Returns_H', {'weight': 0.7247016201219483}), ('Returns_L', 'High', {'weight': 0.026603350518393364}), ('Low', 'Low', {'weight': 1.0}), ('Low', 'Increase_Decrease', {'weight': 0.015438144350813168}), ('Low', 'Close', {'weight': 0.9993935314246193}), ('Low', 'Returns_O', {'weight': 0.0362133805497882}), ('Low', 'Open_Close', {'weight': 0.009335551160027699}), ('Low', 'Volume', {'weight': 0.7474038700014584}), ('Low', 'Returns', {'weight': 0.016477814443972515}), ('Low', 'Open', {'weight': 0.9991504323912113}), ('Low', 'Returns_V', {'weight': -0.04554415397875545}), ('Low', 'Returns_H', {'weight': 0.024863186861412992}), ('Low', 'High', {'weight': 0.9991792358207834}), ('Increase_Decrease', 'Increase_Decrease', {'weight': 1.0}), ('Increase_Decrease', 'Close', {'weight': 0.013384156425647357}), ('Increase_Decrease', 'Returns_O', {'weight': -0.048302998311049644}), ('Increase_Decrease', 'Open_Close', {'weight': -0.02268922198498879}), ('Increase_Decrease', 'Volume', {'weight': -0.1823608849322964}), ('Increase_Decrease', 'Returns', {'weight': 0.0348496450350617}), ('Increase_Decrease', 'Open', {'weight': 0.009266836634966033}), ('Increase_Decrease', 'Returns_V', {'weight': -0.18531484309132218}), ('Increase_Decrease', 'Returns_H', {'weight': -0.050814317362456556}), ('Increase_Decrease', 'High', {'weight': 0.006666199513609189}), ('Close', 'Close', {'weight': 1.0}), ('Close', 'Returns_O', {'weight': 0.03406882668208677}), ('Close', 'Open_Close', {'weight': -0.010745663072685936}), ('Close', 'Volume', {'weight': 0.7549116246321891}), ('Close', 'Returns', {'weight': 0.03277400245378528}), ('Close', 'Open', {'weight': 0.9983527281215304}), ('Close', 'Returns_V', {'weight': -0.03789960665944957}), ('Close', 'Returns_H', {'weight': 0.03423014969239475}), ('Close', 'High', {'weight': 0.9992782736661114}), ('Returns_O', 'Returns_O', {'weight': 1.0}), ('Returns_O', 'Open_Close', {'weight': 0.07505484876040618}), ('Returns_O', 'Volume', {'weight': 0.0721164730746936}), ('Returns_O', 'Returns', {'weight': 0.26534663527425567}), ('Returns_O', 'Open', {'weight': 0.04162737299269431}), ('Returns_O', 'Returns_V', {'weight': 0.050353476229783485}), ('Returns_O', 'Returns_H', {'weight': 0.646946512189723}), ('Returns_O', 'High', {'weight': 0.03816332016527125}), ('Open_Close', 'Open_Close', {'weight': 1.0}), ('Open_Close', 'Volume', {'weight': -0.017767068970598772}), ('Open_Close', 'Returns', {'weight': -0.8322844129519515}), ('Open_Close', 'Open', {'weight': 0.032471328841038295}), ('Open_Close', 'Returns_V', {'weight': -0.23375565006780408}), ('Open_Close', 'Returns_H', {'weight': -0.5158926532486743}), ('Open_Close', 'High', {'weight': 0.010050629297957959}), ('Volume', 'Volume', {'weight': 1.0}), ('Volume', 'Returns', {'weight': 0.04090847594266159}), ('Volume', 'Open', {'weight': 0.7554990142384798}), ('Volume', 'Returns_V', {'weight': 0.25081054028120575}), ('Volume', 'Returns_H', {'weight': 0.13065476727445408}), ('Volume', 'High', {'weight': 0.76368838483114}), ('Returns', 'Returns', {'weight': 1.0}), ('Returns', 'Open', {'weight': -0.0013790916461293838}), ('Returns', 'Returns_V', {'weight': 0.2574617348513562}), ('Returns', 'Returns_H', {'weight': 0.7641114083834031}), ('Returns', 'High', {'weight': 0.015276422667529562}), ('Open', 'Open', {'weight': 1.0}), ('Open', 'Returns_V', {'weight': -0.04321515620703006}), ('Open', 'Returns_H', {'weight': 0.017576746973330858}), ('Open', 'High', {'weight': 0.9993723187141097}), ('Returns_V', 'Returns_V', {'weight': 1.0}), ('Returns_V', 'Returns_H', {'weight': 0.4166724978979202}), ('Returns_V', 'High', {'weight': -0.03495637003813107}), ('Returns_H', 'Returns_H', {'weight': 1.0}), ('Returns_H', 'High', {'weight': 0.030543496018517007}), ('High', 'High', {'weight': 1.0})])"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 13,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def create_corr_network_1(G):\n",
        "    #crates a list for edges and for the weights\n",
        "    edges,weights = zip(*nx.get_edge_attributes(G,'weight').items())\n",
        "\n",
        "    #positions\n",
        "    positions=nx.circular_layout(G)\n",
        "    \n",
        "    #Figure size\n",
        "    plt.figure(figsize=(15,15))\n",
        "\n",
        "    #draws nodes\n",
        "    nx.draw_networkx_nodes(G,positions,node_color='#DA70D6',\n",
        "                           node_size=500,alpha=0.8)\n",
        "    \n",
        "    #Styling for labels\n",
        "    nx.draw_networkx_labels(G, positions, font_size=8, \n",
        "                            font_family='sans-serif')\n",
        "        \n",
        "    #draws the edges\n",
        "    nx.draw_networkx_edges(G, positions, edge_list=edges,style='solid')\n",
        "    \n",
        "    # displays the graph without axis\n",
        "    plt.axis('off')\n",
        "    #saves image\n",
        "    # plt.savefig(\"StockNetworkX.png\", format=\"PNG\")\n",
        "    plt.show() \n",
        "\n",
        "create_corr_network_1(G)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ],
            "image/png": [
              "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\n"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 14,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    }
  ],
  "metadata": {
    "kernel_info": {
      "name": "python3"
    },
    "language_info": {
      "version": "3.5.5",
      "pygments_lexer": "ipython3",
      "codemirror_mode": {
        "version": 3,
        "name": "ipython"
      },
      "file_extension": ".py",
      "nbconvert_exporter": "python",
      "name": "python",
      "mimetype": "text/x-python"
    },
    "kernelspec": {
      "name": "python3",
      "language": "python",
      "display_name": "Python 3"
    },
    "nteract": {
      "version": "0.14.5"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 4
}